Rice DSP Publications

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2011
L. Carin, R. G. Baraniuk, V. Cevher, D. Dunson, M. Jordan, G. Sapiro, and M. B. Wakin, "Learning low-dimensional signal models: A Bayesian approach based on incomplete measurements", IEEE Signal Processing Magazine (Special Issue on Dimensionality Reduction via Subspace and Manifold Learning), vol. 28, no. 2, pp. 39-51, Mar., 2011.
2010
V. Cevher, P. Indyk, L. Carin, and R. G. Baraniuk, "Sparse signal recovery and acquisition with graphical models", IEEE Signal Processing Magazine, vol. 27, no. 6, pp. 92-103, Nov, 2010.
A. Waters, and V. Cevher, "Distributed bearing estimation via matrix completion", IEEE International Conferece on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, Texas, March, 2010. Abstract
R. G. Baraniuk, V. Cevher, M. F. Duarte, and C. Hegde, "Model-based compressive sensing", IEEE Transactions in Information Theory, vol. 56, pp. 1982-2001, April, 2010. Abstract
2009
M. F. Duarte, V. Cevher, and R. G. Baraniuk, "Model-based compressive sensing for signal ensembles", Proceedings of the 47rd Allerton Conference on Communication, Control, and Computing, Monticello, IL, Sep., 2009. Abstract
V. Cevher, and L. Kaplan, "Acoustic sensor network design for position estimation", ACM Transactions on Sensor Networks, vol. 4, no. 3, May, 2009. Abstract
M. F. Duarte, C. Hegde, V. Cevher, and R. G. Baraniuk, "Recovery of compressible signals in unions of subspaces", Proceedings of the Conference on Information Sciences and Systems (CISS), Baltimore, MD/USA, Mar., 2009. Abstract
V. Cevher, "Learning with compressible priors", NIPS, Vancouver, B.C./Canada, Dec., 2009. Abstract
C. Hegde, M. F. Duarte, and V. Cevher, "Compressive Sensing Recovery of Spike Trains Using Structured Sparsity", Proceedings of the Workshop on Signal Processing with Adaptive Sparse Representations (SPARS), Saint Malo, France, Apr., 2009. Abstract
2008
V. Cevher, A. C. Sankaranarayanan, M. F. Duarte, D. Reddy, R. G. Baraniuk, and R. Chellappa, "Compressive Sensing for Background Subtraction", Proceedings of the European Conference on Computer Vision (ECCV), Marseille/France, pp. 155-168, Oct., 2008. Abstract
V. Cevher, P. T. Boufounos, M. F. Duarte, and R. G. Baraniuk, "Space Cutting for Distributed Localization", 42nd Asilomar Conference on Signals, Systems, and Computers, vol. aa, Pacific Grove, CA, Oct., 2008.
V. Cevher, and R. G. Baraniuk, "Compressive sensing for sensor calibration", SAM 2008 Workshop, Darmstadt/Germany, July , 2008. Abstract
V. Cevher, M. F. Duarte, C. Hegde, and R. G. Baraniuk, "Sparse Signal Recovery Using Markov Random Fields", Proceedings of the Workshop on Neural Information Processing Systems (NIPS), Vancouver/Canada, Dec., 2008. Abstract
V. Cevher, M. F. Duarte, and R. G. Baraniuk, "Distributed Target Localization via Spatial Sparsity", Proceedings of the European Signal Processing Conference (EUSIPCO), Laussane/Switzerland, Aug., 2008. Abstract

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